add run control_baseline

applied/opt06_uticket_prune/control_baseline.summary.json

@@ -0,0 +1,192 @@
+{
+  "key": "opt06_uticket_prune/control_baseline",
+  "tag": "control_baseline",
+  "script": "opt06_uticket_prune.py",
+  "script_sha256_16": "13957bb36508b8cf",
+  "hf_folder": "applied/opt06_uticket_prune",
+  "priority": 0,
+  "note": "control: no pruning",
+  "phase": 1,
+  "n_phases": 10,
+  "method": "harmonic_matched",
+  "command": [
+    "/usr/bin/python3",
+    "-m",
+    "torch.distributed.run",
+    "--standalone",
+    "--nproc_per_node=2",
+    "/kaggle/working/scripts/opt06_uticket_prune.py",
+    "--method",
+    "harmonic_matched",
+    "--data-root",
+    "/kaggle/working/data",
+    "--epochs",
+    "60",
+    "--seed",
+    "1234",
+    "--batch-size",
+    "64",
+    "--event-eval",
+    "--no-resume",
+    "--decision-margin",
+    "2.0",
+    "--hub-dir",
+    "/kaggle/working/hub/opt06_uticket_prune/control_baseline",
+    "--keep-epoch-weights",
+    "1",
+    "--resplit",
+    "block",
+    "--drop-rest",
+    "--bench",
+    "--baseline"
+  ],
+  "flags": [
+    "--baseline"
+  ],
+  "epochs_requested": 60,
+  "gpus": 2,
+  "relative_epoch_cost": 1.0,
+  "exit_code": 0,
+  "status": "ok",
+  "duration_s": 323.1,
+  "started_utc": "2026-08-23T04:02:35.465332+00:00",
+  "finished_utc": "2026-08-23T04:07:58.555273+00:00",
+  "optimization_summary": {
+    "optimization": "uticket_workload_balanced_pruning",
+    "research_section": "3. Spike sparsity & MAC->AC restructuring",
+    "reference": "u-Ticket: Workload-Balanced Pruning for Sparse SNNs, arXiv:2302.06746",
+    "script": "opt06_uticket_prune.py",
+    "baseline_mode": true,
+    "method": "harmonic_matched",
+    "accuracy": {
+      "test_acc": 0.945,
+      "test_target_acc": 0.945,
+      "best_val_acc": 0.945
+    },
+    "efficiency": {
+      "spikes_per_inference": null,
+      "syn_ops_per_inference": 3269036.607142857,
+      "dense_macs_per_inference": 122675200.0,
+      "event_fraction_of_dense": 0.026647901182495378,
+      "syn_ops_per_inference_dense_fanout": 64845654.39366884,
+      "weight_sparsity": 0.7324707846410685,
+      "effective_ticks": 11.901428571428571,
+      "num_ticks": 100,
+      "membrane_bytes_per_inference": 451200,
+      "weight_bytes": 4907008,
+      "input_raster_bytes": null,
+      "train_ms_per_step": 95.36304565003775,
+      "infer_ms_per_sample": 0.6318974475001937,
+      "peak_vram_mb": 2828.277248
+    },
+    "optimization_specific": {
+      "pruning_enabled": false,
+      "balance_enabled": false
+    },
+    "config": {
+      "method": "harmonic_matched",
+      "data_root": "/kaggle/working/data",
+      "subjects": "",
+      "blocks": "",
+      "limit": 0,
+      "drop_rest": true,
+      "resplit": "block",
+      "test_blocks": "6",
+      "class_weight": false,
+      "epochs": 60,
+      "batch_size": 64,
+      "lr": 0.002,
+      "weight_decay": 0.0005,
+      "grad_clip": 5.0,
+      "num_bins": 100,
+      "window_sec": 5.0,
+      "hidden": "512,256",
+      "freq_groups": 8,
+      "dropout": 0.3,
+      "spike_drop": 0.1,
+      "time_jitter": 2,
+      "label_smoothing": 0.05,
+      "no_batchnorm": false,
+      "binary_input": false,
+      "beta": 1.0,
+      "thresh": 1.0,
+      "window": 0.5,
+      "gain": 1.0,
+      "alpha": 0.9,
+      "readout": "spikecount",
+      "fake_quant": 0,
+      "amp": false,
+      "spike_reg": 0.0,
+      "event_eval": true,
+      "decision_margin": 2.0,
+      "export": false,
+      "seed": 1234,
+      "hub_dir": "/kaggle/working/hub/opt06_uticket_prune/control_baseline",
+      "repo_id": "UWU-R-13/SSVEP-SNN",
+      "push_hf": false,
+      "keep_epoch_weights": 1,
+      "no_resume": true,
+      "selftest": false,
+      "baseline": true,
+      "bench": true,
+      "bench_warmup": 10,
+      "bench_iters": 50,
+      "bench_train_steps": 20,
+      "prune_rounds": 5,
+      "prune_rate": 0.5,
+      "rewind_epoch": 1,
+      "balance": true,
+      "balance_iters": 2,
+      "prune_readout": false,
+      "sampling_rate": 250.0
+    }
+  },
+  "final_summary": {
+    "final_test_acc": 0.945,
+    "final_test_target_acc": 0.945,
+    "final_test_rest_recall": NaN,
+    "best_acc": 0.945,
+    "best_epoch": 42,
+    "resplit": "block",
+    "class_weight": false,
+    "drop_rest": true,
+    "epochs": 60,
+    "method": "harmonic_matched",
+    "n_in": 2880,
+    "n_classes": 40,
+    "num_bins": 100
+  },
+  "event_driven_summary": {
+    "acc": 0.945,
+    "anytime_acc": {
+      "0.25": 0.6328571428571429,
+      "0.5": 0.8407142857142857,
+      "0.75": 0.9164285714285715,
+      "1.0": 0.945
+    },
+    "syn_per_inference": 3269036.607142857,
+    "dense_per_inference": 122675200.0,
+    "event_fraction_of_dense": 0.026647901182495378,
+    "syn_per_inference_dense_fanout": 64845654.39366884,
+    "weight_sparsity": 0.7324707846410685,
+    "num_ticks": 100,
+    "dt_ms": 50.0,
+    "margin_decision_acc": 0.4357142857142857,
+    "mean_decision_tick": 11.901428571428571,
+    "mean_decision_ms": 595.0714285714286,
+    "dense_forward_test_acc": 0.945
+  },
+  "extra_sweep_file_present": false,
+  "selftest": {
+    "mode": "gate",
+    "passed": true
+  },
+  "driver_version": 1,
+  "zip": {
+    "name": "control_baseline.zip",
+    "files": 80,
+    "bytes": 12237618,
+    "MB": 12.2,
+    "sha256": "b3bf34aaf9578d97fb975b4f1ed60ef42bf6884b49c48fbdd831889668315689"
+  }
+}

applied/opt06_uticket_prune/control_baseline.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3bf34aaf9578d97fb975b4f1ed60ef42bf6884b49c48fbdd831889668315689
+size 12237618